{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kanerva's Table 7.3 (page 70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sdm as sdmlib\n",
    "from sdm import utils\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import clear_output\n",
    "import time\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run(sdm, bits, radius, max_iter=1, sample=1000000):\n",
    "    for i in range(1000):\n",
    "        if i%50 == 0:\n",
    "            clear_output(wait=True)\n",
    "            print 'Writing 1,000 random bitstrings... {}'.format(i)\n",
    "        bs = sdmlib.Bitstring.init_random(bits)\n",
    "        sdm.write(bs, bs)\n",
    "\n",
    "    b = sdmlib.Bitstring.init_random(bits)\n",
    "    sdm.write(b, b)\n",
    "\n",
    "    distances = []\n",
    "    x = range(0, bits+1)\n",
    "    t0 = time.time()\n",
    "    for i, dist in enumerate(x):\n",
    "        clear_output(wait=True)\n",
    "        print 'Distance: {:4d} ({:.2f}%)'.format(dist, 100.*(i+1)/len(x))\n",
    "        c = sdmlib.Bitstring.init_from_bitstring(b)\n",
    "        c.flip_random_bits(dist)\n",
    "        assert c.distance_to(b) == dist\n",
    "        d = sdm.iter_read(c, max_iter=max_iter)\n",
    "        distances.append(d.distance_to(b))\n",
    "    t1 = time.time()\n",
    "    print 'Done! {:.2f} seconds'.format(t1-t0)\n",
    "    \n",
    "    return distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Radius:  451\n"
     ]
    }
   ],
   "source": [
    "data = []\n",
    "\n",
    "bits = 1000\n",
    "radius = utils.calculate_radius(bits)\n",
    "print 'Radius: ', radius\n",
    "sample = 1000000\n",
    "scanner_type = sdmlib.SDM_SCANNER_OPENCL\n",
    "\n",
    "address_space = sdmlib.AddressSpace.init_random(bits, sample)\n",
    "counter = sdmlib.Counter.init_zero(bits, sample)\n",
    "sdm = sdmlib.SDM(address_space, counter, radius, scanner_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 1000 (100.00%)\n",
      "Done! 17.64 seconds\n",
      "CPU times: user 10.2 s, sys: 5.41 s, total: 15.6 s\n",
      "Wall time: 39.6 s\n"
     ]
    }
   ],
   "source": [
    "max_iter = 1\n",
    "\n",
    "for i in xrange(10):\n",
    "    %time distances = run(sdm, bits, radius, max_iter=max_iter, sample=sample)\n",
    "    distances = [(1.0*x)/bits for x in distances]\n",
    "    x = [1.0*x/bits for x in range(len(distances))]\n",
    "    data.append((x, distances))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x24bc50550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=100)\n",
    "plt.plot(x, x, 'k')\n",
    "for i, v in enumerate(data):\n",
    "    x, distances = v\n",
    "    plt.plot(x, distances, label=str((i+1)*1000))\n",
    "x = [1.0*x/1000 for x in range(1000)]\n",
    "plt.plot(x, [0.5]*len(x), 'k:')\n",
    "plt.title('Kanerva\\'s Figure 7.3')\n",
    "plt.ylabel('New distance (after one read)')\n",
    "plt.xlabel('Old distance')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.grid()\n",
    "plt.axis([0, 1, 0, 1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# bits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bs = sdmlib.Bitstring.init_random(256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bs.to_binary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(_34)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bs.to_hex()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "256/4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(_36)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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